{"id":"W4403606097","doi":"10.3390/healthcare12202083","title":"The Intersection of Sexual Orientation, Substance Use, and Mental Health: Findings from Hints 5","year":2024,"lang":"en","type":"article","venue":"Healthcare","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Sexual orientation; Demography; Mental health; Lesbian; Depression (economics); Medicine; Psychology; Clinical psychology; Psychiatry; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003143854,0.0001071828,0.0001481483,0.00007149908,0.0003830037,0.00007991444,0.00008878258,0.0000902301,0.00007848327],"category_scores_gemma":[0.0000289855,0.00008799745,0.00002439428,0.0002263634,0.0001022616,0.0001737883,0.0000199781,0.0002484858,0.0000628542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002283163,"about_ca_system_score_gemma":0.0001576763,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08735766,"about_ca_topic_score_gemma":0.04206364,"domain_scores_codex":[0.9985934,0.0002227799,0.000384487,0.0003281366,0.0001663363,0.0003048989],"domain_scores_gemma":[0.9992289,0.0002362632,0.0000892188,0.00023619,0.00006959039,0.0001398235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001829161,0.00004536746,0.7186069,0.001514057,0.00007435645,0.000007289056,0.05854085,1.42645e-7,0.00008349492,0.04480364,0.1197147,0.05642625],"study_design_scores_gemma":[0.0003823154,0.0003481344,0.9688334,0.0001080527,0.00001272687,0.00002564753,0.005392041,0.00003062095,0.00001253292,0.002975106,0.02175723,0.0001221999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9615865,0.009701925,0.00004211904,0.02343822,0.004356565,0.0003181187,0.0003091585,0.00006594243,0.0001814423],"genre_scores_gemma":[0.9953439,0.00116421,0.00004112438,0.0009070817,0.0002981616,0.00002229794,0.00008759445,0.00002141865,0.002114178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2502264,"threshold_uncertainty_score":0.9754162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06228666069471736,"score_gpt":0.3974138807752133,"score_spread":0.3351272200804959,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}